Test Data Profile Report

Dataset statistics

Number of variables	20
Number of observations	13096
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.1 MiB
Average record size in memory	168.0 B

Variable types

Numeric	19
Categorical	1

Alerts

`(Bleed Enthalpy) - s17` is highly overall correlated with `(HPC Outlet Static Pressure) (psia) - s11` and 1 other fields	High correlation
`(Bypass Ratio) - s15` is highly overall correlated with `(Corrected Fan Speed) (rpm) - s13` and 5 other fields	High correlation
`(Corrected Core Speed) (rpm) - s14` is highly overall correlated with `(Physical Core Speed) (rpm) - s9`	High correlation
`(Corrected Fan Speed) (rpm) - s13` is highly overall correlated with `(Bypass Ratio) - s15` and 8 other fields	High correlation
`(HPC Outlet Pressure) (psia) - s7` is highly overall correlated with `(Bypass Ratio) - s15` and 8 other fields	High correlation
`(HPC Outlet Static Pressure) (psia) - s11` is highly overall correlated with `(Bleed Enthalpy) - s17` and 9 other fields	High correlation
`(High-Pressure Turbines Cool Air Flow) - s20` is highly overall correlated with `(Corrected Fan Speed) (rpm) - s13` and 5 other fields	High correlation
`(LPC Outlet Temperature) (◦R) - s2` is highly overall correlated with `(Corrected Fan Speed) (rpm) - s13` and 5 other fields	High correlation
`(LPT Outlet Temperature) (◦R) - s4` is highly overall correlated with `(Bypass Ratio) - s15` and 8 other fields	High correlation
`(Low-Pressure Turbines Cool Air Flow) - s21` is highly overall correlated with `(Corrected Fan Speed) (rpm) - s13` and 5 other fields	High correlation
`(Physical Core Speed) (rpm) - s9` is highly overall correlated with `(Corrected Core Speed) (rpm) - s14`	High correlation
`(Physical Fan Speed) (rpm) - s8` is highly overall correlated with `(Bypass Ratio) - s15` and 8 other fields	High correlation
`(Ratio of Fuel Flow to Ps30) (pps/psia) - s12` is highly overall correlated with `(Bleed Enthalpy) - s17` and 9 other fields	High correlation
`Cycle` is highly overall correlated with `RUL`	High correlation
`RUL` is highly overall correlated with `Cycle`	High correlation
`(Bypass-Duct Pressure) (psia) - s6` is highly imbalanced (80.6%)	Imbalance
`Setting 1 - c1` has 227 (1.7%) zeros	Zeros
`Setting 2 - c2` has 1272 (9.7%) zeros	Zeros

Reproduction

Analysis started	2024-05-24 14:57:40.948184
Analysis finished	2024-05-24 14:58:23.168418
Duration	42.22 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Engine
Real number (ℝ)

Distinct	100
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.543907

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	28
median	52
Q3	76
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	28.289423
Coefficient of variation (CV)	0.54884127
Kurtosis	-1.1713121
Mean	51.543907
Median Absolute Deviation (MAD)	24
Skewness	0.0017422866
Sum	675019
Variance	800.29147
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	303	2.3%
93	244	1.9%
91	234	1.8%
62	232	1.8%
12	217	1.7%
81	213	1.6%
76	205	1.6%
34	203	1.6%
100	198	1.5%
35	198	1.5%
Other values (90)	10849	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	31	0.2%
2	49	0.4%
3	126	1.0%
4	106	0.8%
5	98	0.7%
6	105	0.8%
7	160	1.2%
8	166	1.3%
9	55	0.4%
10	192	1.5%

Value	Count	Frequency (%)
100	198	1.5%
99	97	0.7%
98	121	0.9%
97	134	1.0%
96	97	0.7%
95	89	0.7%
94	133	1.0%
93	244	1.9%
92	150	1.1%
91	234	1.8%

Cycle
Real number (ℝ)

HIGH CORRELATION

Distinct	303
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.836515

Minimum	1
Maximum	303
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	33
median	69
Q3	113
95-th percentile	173
Maximum	303
Range	302
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	53.057749
Coefficient of variation (CV)	0.6905278
Kurtosis	0.20570471
Mean	76.836515
Median Absolute Deviation (MAD)	39
Skewness	0.72433178
Sum	1006251
Variance	2815.1248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	0.8%
17	100	0.8%
31	100	0.8%
30	100	0.8%
29	100	0.8%
28	100	0.8%
27	100	0.8%
26	100	0.8%
25	100	0.8%
24	100	0.8%
Other values (293)	12096	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.8%
2	100	0.8%
3	100	0.8%
4	100	0.8%
5	100	0.8%
6	100	0.8%
7	100	0.8%
8	100	0.8%
9	100	0.8%
10	100	0.8%

Value	Count	Frequency (%)
303	1	< 0.1%
302	1	< 0.1%
301	1	< 0.1%
300	1	< 0.1%
299	1	< 0.1%
298	1	< 0.1%
297	1	< 0.1%
296	1	< 0.1%
295	1	< 0.1%
294	1	< 0.1%

Setting 1 - c1
Real number (ℝ)

ZEROS

Distinct	150
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.1178986 × 10^-5

Minimum	-0.0082
Maximum	0.0078
Zeros	227
Zeros (%)	1.7%
Negative	6470
Negative (%)	49.4%
Memory size	204.6 KiB

Quantile statistics

Minimum	-0.0082
5-th percentile	-0.0036
Q1	-0.0015
median	-0
Q3	0.0015
95-th percentile	0.0036
Maximum	0.0078
Range	0.016
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0022026851
Coefficient of variation (CV)	-197.038
Kurtosis	0.0088020963
Mean	-1.1178986 × 10^-5
Median Absolute Deviation (MAD)	0.0015
Skewness	-0.0022824912
Sum	-0.1464
Variance	4.8518216 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.0003	249	1.9%
-0.0005	245	1.9%
-0.0006	244	1.9%
0.0001	244	1.9%
0.0004	239	1.8%
-0.001	237	1.8%
0.0005	235	1.8%
0.0006	234	1.8%
-0.0002	234	1.8%
0.0002	233	1.8%
Other values (140)	10702	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0082	1	< 0.1%
-0.0079	1	< 0.1%
-0.0077	3	< 0.1%
-0.0074	1	< 0.1%
-0.0073	2	< 0.1%
-0.0071	4	< 0.1%
-0.007	1	< 0.1%
-0.0069	3	< 0.1%
-0.0068	2	< 0.1%
-0.0067	2	< 0.1%

Value	Count	Frequency (%)
0.0078	1	< 0.1%
0.0077	1	< 0.1%
0.0076	4	< 0.1%
0.0075	1	< 0.1%
0.0072	2	< 0.1%
0.007	1	< 0.1%
0.0069	1	< 0.1%
0.0068	2	< 0.1%
0.0066	2	< 0.1%
0.0064	5	< 0.1%

Setting 2 - c2
Real number (ℝ)

ZEROS

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2379352 × 10^-6

Minimum	-0.0006
Maximum	0.0007
Zeros	1272
Zeros (%)	9.7%
Negative	5869
Negative (%)	44.8%
Memory size	204.6 KiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0004
Q1	-0.0002
median	-0
Q3	0.0003
95-th percentile	0.0005
Maximum	0.0007
Range	0.0013
Interquartile range (IQR)	0.0005

Descriptive statistics

Standard deviation	0.00029403057
Coefficient of variation (CV)	69.380618
Kurtosis	-1.1315659
Mean	4.2379352 × 10^-6
Median Absolute Deviation (MAD)	0.0003
Skewness	0.016358468
Sum	0.0555
Variance	8.6453974 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
-0.0002	1359	10.4%
-0.0003	1354	10.3%
0.0003	1321	10.1%
0.0001	1320	10.1%
0.0004	1290	9.9%
0.0002	1280	9.8%
-0.0001	1273	9.7%
0	1272	9.7%
-0.0004	1245	9.5%
0.0005	681	5.2%
Other values (4)	701	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0006	13	0.1%
-0.0005	625	4.8%
-0.0004	1245	9.5%
-0.0003	1354	10.3%
-0.0002	1359	10.4%
-0.0001	1273	9.7%
0	1272	9.7%
0.0001	1320	10.1%
0.0002	1280	9.8%
0.0003	1321	10.1%

Value	Count	Frequency (%)
0.0007	5	< 0.1%
0.0006	58	0.4%
0.0005	681	5.2%
0.0004	1290	9.9%
0.0003	1321	10.1%
0.0002	1280	9.8%
0.0001	1320	10.1%
0	1272	9.7%
-0.0001	1273	9.7%
-0.0002	1359	10.4%

(LPC Outlet Temperature) (◦R) - s2
Real number (ℝ)

HIGH CORRELATION

Distinct	262
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	642.47509

Minimum	641.13
Maximum	644.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	641.13
5-th percentile	641.84
Q1	642.1975
median	642.46
Q3	642.74
95-th percentile	643.16
Maximum	644.3
Range	3.17
Interquartile range (IQR)	0.5425

Descriptive statistics

Standard deviation	0.40089934
Coefficient of variation (CV)	0.00062399204
Kurtosis	0.078362872
Mean	642.47509
Median Absolute Deviation (MAD)	0.27
Skewness	0.22496247
Sum	8413853.8
Variance	0.16072028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.49	179	1.4%
642.45	151	1.2%
642.54	149	1.1%
642.5	148	1.1%
642.34	142	1.1%
642.36	142	1.1%
642.43	136	1.0%
642.39	136	1.0%
642.67	135	1.0%
642.38	135	1.0%
Other values (252)	11643	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
641.13	1	< 0.1%
641.15	1	< 0.1%
641.26	1	< 0.1%
641.29	1	< 0.1%
641.3	2	< 0.1%
641.32	2	< 0.1%
641.34	4	< 0.1%
641.35	1	< 0.1%
641.37	1	< 0.1%
641.39	1	< 0.1%

Value	Count	Frequency (%)
644.3	1	< 0.1%
644.07	1	< 0.1%
644.05	1	< 0.1%
644.04	1	< 0.1%
644.03	2	< 0.1%
643.93	1	< 0.1%
643.91	1	< 0.1%
643.89	1	< 0.1%
643.88	1	< 0.1%
643.86	2	< 0.1%

(HPC Outlet Temperature) (◦R) - s3
Real number (ℝ)

Distinct	2361
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1588.0992

Minimum	1569.04
Maximum	1607.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	1569.04
5-th percentile	1580.1
Q1	1584.6
median	1587.99
Q3	1591.3625
95-th percentile	1596.55
Maximum	1607.55
Range	38.51
Interquartile range (IQR)	6.7625

Descriptive statistics

Standard deviation	5.0032739
Coefficient of variation (CV)	0.0031504795
Kurtosis	0.060664027
Mean	1588.0992
Median Absolute Deviation (MAD)	3.385
Skewness	0.15805855
Sum	20797747
Variance	25.03275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1588.4	20	0.2%
1588.59	19	0.1%
1587.08	19	0.1%
1591.25	19	0.1%
1589.54	19	0.1%
1586.41	18	0.1%
1586.97	18	0.1%
1587.58	18	0.1%
1586.73	18	0.1%
1586.29	18	0.1%
Other values (2351)	12910	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1569.04	1	< 0.1%
1570.12	1	< 0.1%
1571.02	1	< 0.1%
1571.13	1	< 0.1%
1572.37	1	< 0.1%
1572.84	1	< 0.1%
1572.91	1	< 0.1%
1573.06	1	< 0.1%
1573.19	1	< 0.1%
1573.23	1	< 0.1%

Value	Count	Frequency (%)
1607.55	1	< 0.1%
1607.16	1	< 0.1%
1606.62	1	< 0.1%
1606.24	1	< 0.1%
1606.18	1	< 0.1%
1606.04	1	< 0.1%
1605.87	1	< 0.1%
1605.84	1	< 0.1%
1605.58	1	< 0.1%
1605.48	1	< 0.1%

(LPT Outlet Temperature) (◦R) - s4
Real number (ℝ)

HIGH CORRELATION

Distinct	2954
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1404.7354

Minimum	1384.39
Maximum	1433.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	1384.39
5-th percentile	1394.46
Q1	1399.95
median	1404.44
Q3	1409.05
95-th percentile	1416.28
Maximum	1433.36
Range	48.97
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	6.6883093
Coefficient of variation (CV)	0.0047612593
Kurtosis	0.15466447
Mean	1404.7354
Median Absolute Deviation (MAD)	4.53
Skewness	0.34210073
Sum	18396414
Variance	44.733481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1402.53	17	0.1%
1404.09	16	0.1%
1404.77	16	0.1%
1407.6	15	0.1%
1403.1	15	0.1%
1400.89	15	0.1%
1403.93	15	0.1%
1406.96	15	0.1%
1400.01	14	0.1%
1400.95	14	0.1%
Other values (2944)	12944	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1384.39	1	< 0.1%
1385.21	1	< 0.1%
1385.27	1	< 0.1%
1385.51	1	< 0.1%
1385.64	1	< 0.1%
1385.67	1	< 0.1%
1385.71	1	< 0.1%
1385.93	1	< 0.1%
1386.36	1	< 0.1%
1386.57	1	< 0.1%

Value	Count	Frequency (%)
1433.36	1	< 0.1%
1432.95	1	< 0.1%
1432.29	1	< 0.1%
1430.85	1	< 0.1%
1430.64	1	< 0.1%
1429.89	1	< 0.1%
1429.85	1	< 0.1%
1429.66	1	< 0.1%
1429.31	1	< 0.1%
1429.15	1	< 0.1%

(Bypass-Duct Pressure) (psia) - s6
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	894.9 KiB

21.61	12704
21.6	392

Length

Max length	5
Median length	5
Mean length	4.9700672
Min length	4

Characters and Unicode

Total characters	65088
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21.61
2nd row	21.61
3rd row	21.61
4th row	21.61
5th row	21.61

Common Values

Value	Count	Frequency (%)
21.61	12704	97.0%
21.6	392	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.61	12704	97.0%
21.6	392	3.0%

Most occurring characters

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	65088	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	65088	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	65088	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	25800	39.6%
2	13096	20.1%
.	13096	20.1%
6	13096	20.1%

(HPC Outlet Pressure) (psia) - s7
Real number (ℝ)

HIGH CORRELATION

Distinct	415
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	553.75752

Minimum	550.88
Maximum	555.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	550.88
5-th percentile	552.58
Q1	553.31
median	553.8
Q3	554.24
95-th percentile	554.8
Maximum	555.84
Range	4.96
Interquartile range (IQR)	0.93

Descriptive statistics

Standard deviation	0.68128611
Coefficient of variation (CV)	0.0012302968
Kurtosis	0.11207596
Mean	553.75752
Median Absolute Deviation (MAD)	0.46
Skewness	-0.34570116
Sum	7252008.5
Variance	0.46415076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
554.11	90	0.7%
553.81	88	0.7%
553.82	87	0.7%
554.02	86	0.7%
553.78	86	0.7%
553.93	83	0.6%
553.65	83	0.6%
553.79	83	0.6%
554.07	83	0.6%
553.8	82	0.6%
Other values (405)	12245	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
550.88	1	< 0.1%
550.91	1	< 0.1%
550.94	1	< 0.1%
551.01	1	< 0.1%
551.15	1	< 0.1%
551.19	2	< 0.1%
551.21	1	< 0.1%
551.23	1	< 0.1%
551.26	1	< 0.1%
551.34	2	< 0.1%

Value	Count	Frequency (%)
555.84	1	< 0.1%
555.81	1	< 0.1%
555.8	1	< 0.1%
555.72	1	< 0.1%
555.69	1	< 0.1%
555.65	1	< 0.1%
555.64	1	< 0.1%
555.63	1	< 0.1%
555.61	1	< 0.1%
555.57	1	< 0.1%

(Physical Fan Speed) (rpm) - s8
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.071

Minimum	2387.89
Maximum	2388.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	2387.89
5-th percentile	2387.98
Q1	2388.03
median	2388.07
Q3	2388.11
95-th percentile	2388.17
Maximum	2388.3
Range	0.41
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.057441784
Coefficient of variation (CV)	2.4053634 × 10^-5
Kurtosis	-0.062196886
Mean	2388.071
Median Absolute Deviation (MAD)	0.04
Skewness	0.30340178
Sum	31274177
Variance	0.0032995586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
2388.05	883	6.7%
2388.07	863	6.6%
2388.04	852	6.5%
2388.06	821	6.3%
2388.08	813	6.2%
2388.09	772	5.9%
2388.03	763	5.8%
2388.02	756	5.8%
2388.1	728	5.6%
2388.11	685	5.2%
Other values (31)	5160	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.89	1	< 0.1%
2387.91	8	0.1%
2387.92	6	< 0.1%
2387.93	20	0.2%
2387.94	33	0.3%
2387.95	64	0.5%
2387.96	110	0.8%
2387.97	187	1.4%
2387.98	296	2.3%
2387.99	371	2.8%

Value	Count	Frequency (%)
2388.3	1	< 0.1%
2388.29	5	< 0.1%
2388.28	3	< 0.1%
2388.27	5	< 0.1%
2388.26	13	0.1%
2388.25	11	0.1%
2388.24	22	0.2%
2388.23	37	0.3%
2388.22	31	0.2%
2388.21	56	0.4%

(Physical Core Speed) (rpm) - s9
Real number (ℝ)

HIGH CORRELATION

Distinct	4047
Distinct (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9058.4074

Minimum	9024.53
Maximum	9155.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	9024.53
5-th percentile	9043.09
Q1	9051.02
median	9057.32
Q3	9064.11
95-th percentile	9076.2725
Maximum	9155.03
Range	130.5
Interquartile range (IQR)	13.09

Descriptive statistics

Standard deviation	11.436261
Coefficient of variation (CV)	0.0012625023
Kurtosis	7.5258067
Mean	9058.4074
Median Absolute Deviation (MAD)	6.56
Skewness	1.6547139
Sum	1.186289 × 10⁸
Variance	130.78805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9059.45	16	0.1%
9062.01	14	0.1%
9060.38	13	0.1%
9052.93	13	0.1%
9054.49	13	0.1%
9056.96	12	0.1%
9058.17	12	0.1%
9055.84	12	0.1%
9059.46	12	0.1%
9055.07	12	0.1%
Other values (4037)	12967	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9024.53	1	< 0.1%
9025	1	< 0.1%
9025.97	1	< 0.1%
9026.89	1	< 0.1%
9029.71	1	< 0.1%
9029.72	1	< 0.1%
9029.81	1	< 0.1%
9030.68	1	< 0.1%
9030.8	1	< 0.1%
9030.97	1	< 0.1%

Value	Count	Frequency (%)
9155.03	1	< 0.1%
9148.85	1	< 0.1%
9148.56	1	< 0.1%
9146.81	1	< 0.1%
9146.03	1	< 0.1%
9145.88	1	< 0.1%
9145.77	1	< 0.1%
9142.37	1	< 0.1%
9142.18	1	< 0.1%
9141.92	1	< 0.1%

(HPC Outlet Static Pressure) (psia) - s11
Real number (ℝ)

HIGH CORRELATION

Distinct	136
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.416204

Minimum	46.8
Maximum	48.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	46.8
5-th percentile	47.12
Q1	47.27
median	47.41
Q3	47.54
95-th percentile	47.75
Maximum	48.26
Range	1.46
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.19591725
Coefficient of variation (CV)	0.0041318627
Kurtosis	0.22072902
Mean	47.416204
Median Absolute Deviation (MAD)	0.13
Skewness	0.40444895
Sum	620962.61
Variance	0.038383567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.41	296	2.3%
47.43	287	2.2%
47.32	273	2.1%
47.42	270	2.1%
47.35	269	2.1%
47.33	265	2.0%
47.36	261	2.0%
47.37	261	2.0%
47.5	255	1.9%
47.38	251	1.9%
Other values (126)	10408	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.8	1	< 0.1%
46.84	1	< 0.1%
46.86	2	< 0.1%
46.87	1	< 0.1%
46.89	3	< 0.1%
46.9	2	< 0.1%
46.91	3	< 0.1%
46.92	3	< 0.1%
46.93	8	0.1%
46.94	5	< 0.1%

Value	Count	Frequency (%)
48.26	1	< 0.1%
48.23	1	< 0.1%
48.2	1	< 0.1%
48.18	2	< 0.1%
48.16	1	< 0.1%
48.15	2	< 0.1%
48.14	1	< 0.1%
48.13	3	< 0.1%
48.12	2	< 0.1%
48.11	3	< 0.1%

(Ratio of Fuel Flow to Ps30) (pps/psia) - s12
Real number (ℝ)

HIGH CORRELATION

Distinct	357
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.74772

Minimum	519.38
Maximum	523.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	519.38
5-th percentile	520.78
Q1	521.38
median	521.78
Q3	522.15
95-th percentile	522.59
Maximum	523.76
Range	4.38
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	0.55962675
Coefficient of variation (CV)	0.0010726003
Kurtosis	0.22539176
Mean	521.74772
Median Absolute Deviation (MAD)	0.38
Skewness	-0.38153086
Sum	6832808.2
Variance	0.3131821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.9	112	0.9%
521.78	110	0.8%
521.93	107	0.8%
522.02	106	0.8%
521.69	105	0.8%
521.71	104	0.8%
521.85	104	0.8%
521.74	103	0.8%
522.17	103	0.8%
522.13	102	0.8%
Other values (347)	12040	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
519.38	1	< 0.1%
519.39	1	< 0.1%
519.44	1	< 0.1%
519.55	2	< 0.1%
519.58	1	< 0.1%
519.6	1	< 0.1%
519.66	1	< 0.1%
519.67	1	< 0.1%
519.68	1	< 0.1%
519.71	1	< 0.1%

Value	Count	Frequency (%)
523.76	1	< 0.1%
523.44	1	< 0.1%
523.42	1	< 0.1%
523.37	1	< 0.1%
523.33	2	< 0.1%
523.29	1	< 0.1%
523.28	1	< 0.1%
523.21	1	< 0.1%
523.2	2	< 0.1%
523.18	2	< 0.1%

(Corrected Fan Speed) (rpm) - s13
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.071

Minimum	2387.89
Maximum	2388.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	2387.89
5-th percentile	2387.98
Q1	2388.03
median	2388.07
Q3	2388.11
95-th percentile	2388.17
Maximum	2388.32
Range	0.43
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.05693431
Coefficient of variation (CV)	2.3841129 × 10^-5
Kurtosis	-0.028471718
Mean	2388.071
Median Absolute Deviation (MAD)	0.04
Skewness	0.29053324
Sum	31274178
Variance	0.0032415157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2388.07	909	6.9%
2388.06	886	6.8%
2388.04	848	6.5%
2388.05	845	6.5%
2388.03	812	6.2%
2388.08	783	6.0%
2388.09	773	5.9%
2388.11	754	5.8%
2388.02	749	5.7%
2388.1	735	5.6%
Other values (33)	5002	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.89	3	< 0.1%
2387.9	1	< 0.1%
2387.91	1	< 0.1%
2387.92	8	0.1%
2387.93	24	0.2%
2387.94	37	0.3%
2387.95	69	0.5%
2387.96	108	0.8%
2387.97	171	1.3%
2387.98	292	2.2%

Value	Count	Frequency (%)
2388.32	2	< 0.1%
2388.3	1	< 0.1%
2388.29	1	< 0.1%
2388.28	2	< 0.1%
2388.27	7	0.1%
2388.26	8	0.1%
2388.25	13	0.1%
2388.24	16	0.1%
2388.23	33	0.3%
2388.22	44	0.3%

(Corrected Core Speed) (rpm) - s14
Real number (ℝ)

HIGH CORRELATION

Distinct	3786
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8138.9478

Minimum	8108.5
Maximum	8220.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	8108.5
5-th percentile	8124.56
Q1	8132.31
median	8138.39
Q3	8144.36
95-th percentile	8154.075
Maximum	8220.48
Range	111.98
Interquartile range (IQR)	12.05

Descriptive statistics

Standard deviation	10.188605
Coefficient of variation (CV)	0.0012518332
Kurtosis	6.3030939
Mean	8138.9478
Median Absolute Deviation (MAD)	6.02
Skewness	1.3576338
Sum	1.0658766 × 10⁸
Variance	103.80767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8141.99	15	0.1%
8133.28	13	0.1%
8140.51	13	0.1%
8138.31	13	0.1%
8141.03	12	0.1%
8138.96	12	0.1%
8145.08	12	0.1%
8133.1	12	0.1%
8137.43	12	0.1%
8132.98	12	0.1%
Other values (3776)	12970	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8108.5	1	< 0.1%
8109.03	1	< 0.1%
8111.16	1	< 0.1%
8111.3	1	< 0.1%
8111.8	1	< 0.1%
8112.19	1	< 0.1%
8112.45	1	< 0.1%
8112.58	1	< 0.1%
8112.64	1	< 0.1%
8113.02	1	< 0.1%

Value	Count	Frequency (%)
8220.48	1	< 0.1%
8218.13	1	< 0.1%
8217.24	1	< 0.1%
8214.64	1	< 0.1%
8214.33	1	< 0.1%
8213.57	1	< 0.1%
8213.28	1	< 0.1%
8211.53	1	< 0.1%
8211.21	1	< 0.1%
8210.85	1	< 0.1%

(Bypass Ratio) - s15
Real number (ℝ)

HIGH CORRELATION

Distinct	1506
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.425844

Minimum	8.3328
Maximum	8.5414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	8.3328
5-th percentile	8.3801
Q1	8.4056
median	8.4249
Q3	8.4443
95-th percentile	8.475925
Maximum	8.5414
Range	0.2086
Interquartile range (IQR)	0.0387

Descriptive statistics

Standard deviation	0.029009328
Coefficient of variation (CV)	0.0034428987
Kurtosis	0.11255642
Mean	8.425844
Median Absolute Deviation (MAD)	0.0194
Skewness	0.26555184
Sum	110344.85
Variance	0.00084154108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4223	30	0.2%
8.4347	29	0.2%
8.4247	28	0.2%
8.4282	27	0.2%
8.412	26	0.2%
8.4344	26	0.2%
8.4098	25	0.2%
8.4054	25	0.2%
8.4313	25	0.2%
8.4255	25	0.2%
Other values (1496)	12830	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3328	1	< 0.1%
8.333	1	< 0.1%
8.3332	1	< 0.1%
8.3359	1	< 0.1%
8.3392	1	< 0.1%
8.3414	1	< 0.1%
8.3417	1	< 0.1%
8.3445	1	< 0.1%
8.3447	1	< 0.1%
8.3451	2	< 0.1%

Value	Count	Frequency (%)
8.5414	1	< 0.1%
8.5375	1	< 0.1%
8.5374	1	< 0.1%
8.5359	1	< 0.1%
8.5354	1	< 0.1%
8.5343	1	< 0.1%
8.534	1	< 0.1%
8.5294	1	< 0.1%
8.5293	1	< 0.1%
8.5278	1	< 0.1%

(Bleed Enthalpy) - s17
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	392.57162

Minimum	389
Maximum	397
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	389
5-th percentile	391
Q1	392
median	393
Q3	393
95-th percentile	395
Maximum	397
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2335768
Coefficient of variation (CV)	0.0031422975
Kurtosis	0.10779458
Mean	392.57162
Median Absolute Deviation (MAD)	1
Skewness	0.21669889
Sum	5141118
Variance	1.5217118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
392	3962	30.3%
393	3911	29.9%
391	2003	15.3%
394	1981	15.1%
395	642	4.9%
390	412	3.1%
396	123	0.9%
389	36	0.3%
397	26	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
389	36	0.3%
390	412	3.1%
391	2003	15.3%
392	3962	30.3%
393	3911	29.9%
394	1981	15.1%
395	642	4.9%
396	123	0.9%
397	26	0.2%

Value	Count	Frequency (%)
397	26	0.2%
396	123	0.9%
395	642	4.9%
394	1981	15.1%
393	3911	29.9%
392	3962	30.3%
391	2003	15.3%
390	412	3.1%
389	36	0.3%

(High-Pressure Turbines Cool Air Flow) - s20
Real number (ℝ)

HIGH CORRELATION

Distinct	103
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.892502

Minimum	38.31
Maximum	39.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	38.31
5-th percentile	38.65
Q1	38.8
median	38.9
Q3	38.99
95-th percentile	39.12
Maximum	39.41
Range	1.1
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.14168076
Coefficient of variation (CV)	0.003642881
Kurtosis	0.19524364
Mean	38.892502
Median Absolute Deviation (MAD)	0.09
Skewness	-0.23325231
Sum	509336.2
Variance	0.020073436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.9	385	2.9%
38.89	379	2.9%
38.95	377	2.9%
38.88	375	2.9%
38.91	374	2.9%
38.92	374	2.9%
38.97	364	2.8%
38.93	360	2.7%
38.94	359	2.7%
38.96	358	2.7%
Other values (93)	9391	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.31	1	< 0.1%
38.33	1	< 0.1%
38.35	4	< 0.1%
38.36	2	< 0.1%
38.37	3	< 0.1%
38.38	1	< 0.1%
38.39	2	< 0.1%
38.41	1	< 0.1%
38.42	5	< 0.1%
38.43	3	< 0.1%

Value	Count	Frequency (%)
39.41	1	< 0.1%
39.4	1	< 0.1%
39.36	3	< 0.1%
39.34	1	< 0.1%
39.33	2	< 0.1%
39.31	4	< 0.1%
39.3	3	< 0.1%
39.29	5	< 0.1%
39.28	7	0.1%
39.27	5	< 0.1%

(Low-Pressure Turbines Cool Air Flow) - s21
Real number (ℝ)

HIGH CORRELATION

Distinct	3555
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.335743

Minimum	22.9354
Maximum	23.6419
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	22.9354
5-th percentile	23.191275
Q1	23.2816
median	23.3392
Q3	23.3936
95-th percentile	23.4681
Maximum	23.6419
Range	0.7065
Interquartile range (IQR)	0.112

Descriptive statistics

Standard deviation	0.08412028
Coefficient of variation (CV)	0.0036047826
Kurtosis	0.15330738
Mean	23.335743
Median Absolute Deviation (MAD)	0.0558
Skewness	-0.24723334
Sum	305604.89
Variance	0.0070762215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.3518	15	0.1%
23.3756	15	0.1%
23.3727	13	0.1%
23.3662	13	0.1%
23.3349	13	0.1%
23.3075	13	0.1%
23.3472	13	0.1%
23.3785	12	0.1%
23.3931	12	0.1%
23.4031	12	0.1%
Other values (3545)	12965	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.9354	1	< 0.1%
22.985	1	< 0.1%
23.0071	1	< 0.1%
23.0104	1	< 0.1%
23.0121	1	< 0.1%
23.02	1	< 0.1%
23.0242	1	< 0.1%
23.0345	1	< 0.1%
23.0349	1	< 0.1%
23.0403	1	< 0.1%

Value	Count	Frequency (%)
23.6419	1	< 0.1%
23.6229	1	< 0.1%
23.6021	1	< 0.1%
23.6003	1	< 0.1%
23.5863	1	< 0.1%
23.5852	1	< 0.1%
23.5788	1	< 0.1%
23.577	1	< 0.1%
23.5749	1	< 0.1%
23.5707	1	< 0.1%

RUL
Real number (ℝ)

HIGH CORRELATION

Distinct	334
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	141.23847

Minimum	7
Maximum	340
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	204.6 KiB

Quantile statistics

Minimum	7
5-th percentile	43
Q1	102
median	140
Q3	179
95-th percentile	243
Maximum	340
Range	333
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	58.980114
Coefficient of variation (CV)	0.41759242
Kurtosis	-0.032145179
Mean	141.23847
Median Absolute Deviation (MAD)	39
Skewness	0.21821963
Sum	1849659
Variance	3478.6539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	98	0.7%
139	98	0.7%
138	98	0.7%
137	98	0.7%
142	97	0.7%
141	97	0.7%
145	96	0.7%
144	96	0.7%
143	96	0.7%
146	96	0.7%
Other values (324)	12126	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
8	4	< 0.1%
9	5	< 0.1%
10	7	0.1%
11	8	0.1%
12	8	0.1%
13	8	0.1%
14	9	0.1%
15	10	0.1%
16	11	0.1%

Value	Count	Frequency (%)
340	1	< 0.1%
339	1	< 0.1%
338	1	< 0.1%
337	1	< 0.1%
336	1	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
332	1	< 0.1%
331	1	< 0.1%

Auto

Heatmap
Table

	(Bleed Enthalpy) - s17	(Bypass Ratio) - s15	(Bypass-Duct Pressure) (psia) - s6	(Corrected Core Speed) (rpm) - s14	(Corrected Fan Speed) (rpm) - s13	(HPC Outlet Pressure) (psia) - s7	(HPC Outlet Static Pressure) (psia) - s11	(HPC Outlet Temperature) (◦R) - s3	(High-Pressure Turbines Cool Air Flow) - s20	(LPC Outlet Temperature) (◦R) - s2	(LPT Outlet Temperature) (◦R) - s4	(Low-Pressure Turbines Cool Air Flow) - s21	(Physical Core Speed) (rpm) - s9	(Physical Fan Speed) (rpm) - s8	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	Cycle	Engine	RUL	Setting 1 - c1	Setting 2 - c2
(Bleed Enthalpy) - s17	1.000	0.450	0.125	-0.121	0.479	-0.497	0.516	0.352	-0.425	0.395	0.490	-0.424	-0.013	0.480	-0.504	0.325	0.081	-0.349	0.000	-0.005
(Bypass Ratio) - s15	0.450	1.000	0.140	-0.184	0.561	-0.569	0.606	0.401	-0.486	0.468	0.564	-0.491	-0.061	0.564	-0.583	0.337	0.084	-0.371	0.010	-0.017
(Bypass-Duct Pressure) (psia) - s6	0.125	0.140	1.000	-0.080	0.163	-0.157	0.167	0.102	-0.132	0.122	0.149	-0.142	-0.037	0.152	-0.165	0.075	0.026	-0.084	-0.006	-0.013
(Corrected Core Speed) (rpm) - s14	-0.121	-0.184	-0.080	1.000	-0.454	0.259	-0.251	-0.106	0.169	-0.170	-0.215	0.179	0.827	-0.458	0.283	0.192	0.028	-0.148	-0.014	0.024
(Corrected Fan Speed) (rpm) - s13	0.479	0.561	0.163	-0.454	1.000	-0.648	0.678	0.431	-0.543	0.511	0.618	-0.545	-0.321	0.714	-0.676	0.266	0.081	-0.319	0.016	-0.034
(HPC Outlet Pressure) (psia) - s7	-0.497	-0.569	-0.157	0.259	-0.648	1.000	-0.674	-0.457	0.547	-0.500	-0.629	0.542	0.123	-0.646	0.663	-0.353	-0.095	0.399	-0.005	0.028
(HPC Outlet Static Pressure) (psia) - s11	0.516	0.606	0.167	-0.251	0.678	-0.674	1.000	0.478	-0.584	0.545	0.662	-0.576	-0.106	0.675	-0.703	0.389	0.102	-0.435	0.009	-0.030
(HPC Outlet Temperature) (◦R) - s3	0.352	0.401	0.102	-0.106	0.431	-0.457	0.478	1.000	-0.390	0.366	0.439	-0.390	-0.007	0.436	-0.464	0.284	0.062	-0.320	0.005	-0.012
(High-Pressure Turbines Cool Air Flow) - s20	-0.425	-0.486	-0.132	0.169	-0.543	0.547	-0.584	-0.390	1.000	-0.453	-0.553	0.469	0.055	-0.549	0.569	-0.341	-0.091	0.370	-0.000	0.009
(LPC Outlet Temperature) (◦R) - s2	0.395	0.468	0.122	-0.170	0.511	-0.500	0.545	0.366	-0.453	1.000	0.513	-0.443	-0.064	0.512	-0.535	0.306	0.072	-0.347	0.010	-0.019
(LPT Outlet Temperature) (◦R) - s4	0.490	0.564	0.149	-0.215	0.618	-0.629	0.662	0.439	-0.553	0.513	1.000	-0.536	-0.084	0.620	-0.650	0.375	0.096	-0.418	0.002	-0.022
(Low-Pressure Turbines Cool Air Flow) - s21	-0.424	-0.491	-0.142	0.179	-0.545	0.542	-0.576	-0.390	0.469	-0.443	-0.536	1.000	0.058	-0.549	0.567	-0.329	-0.077	0.367	0.009	0.027
(Physical Core Speed) (rpm) - s9	-0.013	-0.061	-0.037	0.827	-0.321	0.123	-0.106	-0.007	0.055	-0.064	-0.084	0.058	1.000	-0.317	0.141	0.268	0.047	-0.229	-0.009	0.015
(Physical Fan Speed) (rpm) - s8	0.480	0.564	0.152	-0.458	0.714	-0.646	0.675	0.436	-0.549	0.512	0.620	-0.549	-0.317	1.000	-0.677	0.267	0.079	-0.316	0.006	-0.025
(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	-0.504	-0.583	-0.165	0.283	-0.676	0.663	-0.703	-0.464	0.569	-0.535	-0.650	0.567	0.141	-0.677	1.000	-0.363	-0.094	0.413	-0.012	0.024
Cycle	0.325	0.337	0.075	0.192	0.266	-0.353	0.389	0.284	-0.341	0.306	0.375	-0.329	0.268	0.267	-0.363	1.000	0.026	-0.671	-0.005	-0.018
Engine	0.081	0.084	0.026	0.028	0.081	-0.095	0.102	0.062	-0.091	0.072	0.096	-0.077	0.047	0.079	-0.094	0.026	1.000	-0.019	-0.017	0.003
RUL	-0.349	-0.371	-0.084	-0.148	-0.319	0.399	-0.435	-0.320	0.370	-0.347	-0.418	0.367	-0.229	-0.316	0.413	-0.671	-0.019	1.000	-0.006	-0.002
Setting 1 - c1	0.000	0.010	-0.006	-0.014	0.016	-0.005	0.009	0.005	-0.000	0.010	0.002	0.009	-0.009	0.006	-0.012	-0.005	-0.017	-0.006	1.000	-0.007
Setting 2 - c2	-0.005	-0.017	-0.013	0.024	-0.034	0.028	-0.030	-0.012	0.009	-0.019	-0.022	0.027	0.015	-0.025	0.024	-0.018	0.003	-0.002	-0.007	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Engine	Cycle	Setting 1 - c1	Setting 2 - c2	(LPC Outlet Temperature) (◦R) - s2	(HPC Outlet Temperature) (◦R) - s3	(LPT Outlet Temperature) (◦R) - s4	(Bypass-Duct Pressure) (psia) - s6	(HPC Outlet Pressure) (psia) - s7	(Physical Fan Speed) (rpm) - s8	(Physical Core Speed) (rpm) - s9	(HPC Outlet Static Pressure) (psia) - s11	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	(Corrected Fan Speed) (rpm) - s13	(Corrected Core Speed) (rpm) - s14	(Bypass Ratio) - s15	(Bleed Enthalpy) - s17	(High-Pressure Turbines Cool Air Flow) - s20	(Low-Pressure Turbines Cool Air Flow) - s21	RUL
0	1	1	0.0023	0.0003	643.02	1585.29	1398.21	21.61	553.90	2388.04	9050.17	47.20	521.72	2388.03	8125.55	8.4052	392	38.86	23.3735	142
1	1	2	-0.0027	-0.0003	641.71	1588.45	1395.42	21.61	554.85	2388.01	9054.42	47.50	522.16	2388.06	8139.62	8.3803	393	39.02	23.3916	141
2	1	3	0.0003	0.0001	642.46	1586.94	1401.34	21.61	554.11	2388.05	9056.96	47.50	521.97	2388.03	8130.10	8.4441	393	39.08	23.4166	140
3	1	4	0.0042	0.0000	642.44	1584.12	1406.42	21.61	554.07	2388.03	9045.29	47.28	521.38	2388.05	8132.90	8.3917	391	39.00	23.3737	139
4	1	5	0.0014	0.0000	642.51	1587.19	1401.92	21.61	554.16	2388.01	9044.55	47.31	522.15	2388.03	8129.54	8.4031	390	38.99	23.4130	138
5	1	6	0.0012	0.0003	642.11	1579.12	1395.13	21.61	554.22	2388.00	9050.96	47.26	521.92	2388.08	8127.46	8.4238	392	38.91	23.3467	137
6	1	7	-0.0000	0.0002	642.11	1583.34	1404.84	21.61	553.89	2388.05	9051.39	47.31	522.01	2388.06	8134.97	8.3914	391	38.85	23.3952	136
7	1	8	0.0006	-0.0000	642.54	1580.89	1400.89	21.61	553.59	2388.05	9052.86	47.21	522.09	2388.06	8125.93	8.4213	393	39.05	23.3224	135
8	1	9	-0.0036	0.0000	641.88	1593.29	1412.28	21.61	554.49	2388.06	9048.55	47.37	522.03	2388.05	8134.15	8.4353	391	39.10	23.4521	134
9	1	10	-0.0025	-0.0001	642.07	1585.25	1398.64	21.61	554.28	2388.04	9051.95	47.14	522.00	2388.06	8134.08	8.4093	391	38.87	23.3820	133

	Engine	Cycle	Setting 1 - c1	Setting 2 - c2	(LPC Outlet Temperature) (◦R) - s2	(HPC Outlet Temperature) (◦R) - s3	(LPT Outlet Temperature) (◦R) - s4	(Bypass-Duct Pressure) (psia) - s6	(HPC Outlet Pressure) (psia) - s7	(Physical Fan Speed) (rpm) - s8	(Physical Core Speed) (rpm) - s9	(HPC Outlet Static Pressure) (psia) - s11	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	(Corrected Fan Speed) (rpm) - s13	(Corrected Core Speed) (rpm) - s14	(Bypass Ratio) - s15	(Bleed Enthalpy) - s17	(High-Pressure Turbines Cool Air Flow) - s20	(Low-Pressure Turbines Cool Air Flow) - s21	RUL
13086	100	189	-0.0003	0.0002	643.29	1592.33	1417.66	21.61	553.59	2388.06	9136.55	47.55	520.93	2388.09	8209.84	8.4423	393	38.71	23.3188	29
13087	100	190	-0.0038	0.0002	642.95	1598.97	1421.28	21.61	553.59	2388.10	9137.35	47.49	521.63	2388.07	8207.95	8.4765	395	38.74	23.3551	28
13088	100	191	-0.0031	-0.0001	642.92	1589.54	1413.65	21.61	553.24	2388.02	9136.19	47.61	521.23	2388.07	8201.94	8.4877	396	38.89	23.2279	27
13089	100	192	-0.0034	0.0001	643.05	1598.18	1418.58	21.61	553.16	2388.05	9141.92	47.57	520.99	2388.07	8210.24	8.4171	395	38.77	23.2148	26
13090	100	193	0.0018	0.0004	643.10	1595.60	1414.62	21.61	553.18	2388.08	9139.88	47.58	521.37	2388.05	8213.57	8.4429	395	38.63	23.2952	25
13091	100	194	0.0049	0.0000	643.24	1599.45	1415.79	21.61	553.41	2388.02	9142.37	47.69	520.69	2388.00	8213.28	8.4715	394	38.65	23.1974	24
13092	100	195	-0.0011	-0.0001	643.22	1595.69	1422.05	21.61	553.22	2388.05	9140.68	47.60	521.05	2388.09	8210.85	8.4512	395	38.57	23.2771	23
13093	100	196	-0.0006	-0.0003	643.44	1593.15	1406.82	21.61	553.04	2388.11	9146.81	47.57	521.18	2388.04	8217.24	8.4569	395	38.62	23.2051	22
13094	100	197	-0.0038	0.0001	643.26	1594.99	1419.36	21.61	553.37	2388.07	9148.85	47.61	521.33	2388.08	8220.48	8.4711	395	38.66	23.2699	21
13095	100	198	0.0013	0.0003	642.95	1601.62	1424.99	21.61	552.48	2388.06	9155.03	47.80	521.07	2388.05	8214.64	8.4903	396	38.70	23.1855	20

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample